Automatic differentiation of micromechanics incremental schemes for coupled fields composite materials: Effective properties and their sensitivities
Source abstract
Abstract
A modeling approach based on automatic differentiation and micromechanics incremental schemes for coupled fields composite materials is presented in this work. In the multi-sites framework, the micromechanics incremental schemes presented herein are able to account for the anisotropic behavior of the constituents, the morphological and the topological textures and the strong contrast between the properties of the individual phases of these composite materials. By applying automatic differentiation to these micromechanics incremental schemes, the first order and high order sensitivities of the effective material properties can be easily computed in the same analysis. An application on three-phase magneto-electro-elastic composite material is presented in the framework of mono-site micromechanics to show the effectiveness of this composite materials modeling approach. The details on the implementation of this modeling approach in the multi-sites framework will be discussed in a future work. The composite materials modeling methodology reported here may be used for material microstructure sensitive design in material by design strategies.
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Research context
OpenAlex topics: Composite Material Mechanics · Numerical methods in engineering · Advanced Mathematical Modeling in Engineering
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References (40)
Show source-provided references
1. The determination of the elastic field of an ellipsoidal inclusion and related problems10.1098/rspa.1957.0133 ↗
2. A self-consistent mechanics of composite materials10.1016/0022-5096(65)90010-4 ↗
3. Multi-coating inhomogeneities approach for the effective thermo-electro-elastic properties of piezoelectric composite materials10.1016/j.compstruct.2009.09.041 ↗
4. Multi-coating inhomogeneities problem for effective viscoelastic properties of particulate composite materials10.1115/1.3086336 ↗
5. Qu · 2006
6. Mura · 1987
7. Nemat-Nasser · 1999
8. Average stress in matrix and average elastic energy of materials with misfitting inclusions10.1016/0001-6160(73)90064-3 ↗
9. Solutions for effective shear properties in three phase sphere and cylinder models10.1016/0022-5096(79)90032-2 ↗
10. A generalized self-consistent mori-tanaka scheme for prediction of the effective elastic moduli of hybrid multiphase particulate composites10.1002/pc.10125 ↗
11. Dielektrizitatskonstanten und Leitfahigkeiten der Mishkorper aus isotropen Substanzen10.1002/andp.19354160705 ↗
12. A study of the differential scheme for composite materials10.1016/0020-7225(77)90058-1 ↗
13. The differential scheme and its applications to cracked materials10.1016/0022-5096(88)90005-1 ↗
14. Differential schemes for the elastic characterisation of dispersions of randomly oriented ellipsoids10.1016/S0997-7538(03)00091-3 ↗
15. Sensitivities of effective properties computed using micromechanics differential schemes and high-order Taylor series: application to piezo-polymer composites10.1016/j.mechrescom.2010.06.001 ↗
16. Viéville P. Influence des paramétres architecturaux sur les caractéristiques viscoélastiques du boisà ses différentes échelles d’hétérogénéité. Ph.D. thesis, Institut National Polytechnique de Lorraine; 1992.
17. Analyse de la liaison microstructure-anisotropie du matériau boisà ses différentes échelles d’hétérogénéité par le schéma auto-cohérent par étapes10.1051/forest:19960608 ↗
18. Application du schéma autocohérent par étapes àla modélisation des propriétés viscoélastiques des composites
19. Prediction of mechanical behaviour of inhomogeneous and anisotropic materials using an incremental scheme
20. Fassi-Fehri O. Le probléme de la paire d’inclusions plastiques et hétérogénes dans une matrice anisotrope. Application àl’étude du comportement des matériaux composites et de la plasticité. Ph.D. thesis, Université de Metz; 1985.
21. Multiple site self consistent scheme10.1016/0020-7225(89)90002-5 ↗
22. Modelling effective properties of composite materials using the inclusion concept. General considerations
23. Torquato · 2002
24. Effective conductivity in isotropic heterogeneous media using a strong-contrast statistical continuum theory10.1016/j.jmps.2008.10.001 ↗
25. Microstructure sensitive design for performance optimization10.1016/j.pmatsci.2009.08.002 ↗
26. Statistical continuum theory for the effective conductivity of fiber filled polymer composites: effect of orientation distribution and aspect ratio10.1016/j.compscitech.2009.12.002 ↗
27. Evaluating Derivatives
28. Automatic differentiation community website. .
29. A generic approach for the solution of nonlinear residual equations. Part I: diamant toolbox10.1016/j.cma.2008.09.003 ↗
30. Stauning O, Bendtsen C. FADBAD++ web page; 2003. .
31. New exact results for the effective electric, elastic, piezoelectric and other properties of composite ellipsoid assemblages10.1016/S0022-5096(03)00074-7 ↗
32. Milton · 2002
33. Elastic constants of polycrystals10.1002/pssb.2220550241 ↗
34. Variational and related methods for the overall properties of composites10.1016/S0065-2156(08)70330-2 ↗
35. Elastic behavior of composite materials: theoretical foundations10.1016/S0065-2156(08)70332-6 ↗
36. Magnetoelectroelastic multi-inclusion and inhomogeneity problems and their applications in composite materials10.1016/S0020-7225(00)00014-8 ↗
37. Electroelastic behavior modeling of piezoelectric composite materials containing spatially oriented reinforcements10.1016/S0020-7683(02)00524-3 ↗
38. Haberman M. Design of high loss viscoelastic composites through micromechanical modeling and decision based material by design. Ph.D. thesis, George W. Woodruff School of Mechanical Engineering, Atlanta, USA; 2007.
39. Steven G. Johnson. The nlopt nonlinear-optimization package. .
40. Effective properties of three-phase electro-magneto-elastic composites10.1016/j.ijengsci.2005.01.004 ↗